Retrieval and classification of pneumoconiosis chest radiograph images using multiscale AM-FM methods

Victor Murray, Marios Pattichis, Peter Soliz

Producción científica: Capítulo del libro/informe/acta de congresoContribución a la conferenciarevisión exhaustiva

5 Citas (Scopus)

Resumen

We propose the use of Amplitude-Modulation Frequency-Modulation (AM-FM) features for representing and retrieving X-Ray images with pneumoconiosis. The AM-FM features are estimated using multiscale filterbanks with wavelengths related with the standard sizes for grading the level of opacities in X-Rays. The extracted AM-FM features represent opacity profusion in terms of instantaneous frequency (IF) and instantaneous amplitude (IA) features. Here, IF estimates in the medium and high scale frequencies can be used to capture early disease symptoms. AM-FM features from the low and medium scale frequencies are associated with advanced disease stages. We demonstrate the performance of the system in X-ray image retrieval and classification applications.

Idioma originalInglés
Título de la publicación alojadaConference Record - 43rd Asilomar Conference on Signals, Systems and Computers
Páginas12-16
Número de páginas5
DOI
EstadoPublicada - 2009
Publicado de forma externa
Evento43rd Asilomar Conference on Signals, Systems and Computers - Pacific Grove, CA, Estados Unidos
Duración: 1 nov. 20094 nov. 2009

Serie de la publicación

NombreConference Record - Asilomar Conference on Signals, Systems and Computers
ISSN (versión impresa)1058-6393

Conferencia

Conferencia43rd Asilomar Conference on Signals, Systems and Computers
País/TerritorioEstados Unidos
CiudadPacific Grove, CA
Período1/11/094/11/09

Huella

Profundice en los temas de investigación de 'Retrieval and classification of pneumoconiosis chest radiograph images using multiscale AM-FM methods'. En conjunto forman una huella única.

Citar esto